One workflow · Three tools

QC → Repair → Remember

Three DVP tools that most people use alone are actually one loop. CineQC tells you a clip failed and why. Shot Doctor diagnoses the failure and repairs the prompt. DVP Vault remembers the fix, so the next time you hit it, the answer is a lookup instead of a re-diagnosis. Every hand-off between them is already wired.

Start with CineQC See the full walkthrough
1 QC CineQC Score the clip against broadcast metrics and a human rubric. Get a verdict and the flagged failures. 2 Repair Shot Doctor Diagnose why it failed, repair the prompt for the model in use, and route the retry to the best-fit model. 3 Remember DVP Vault Save the fix. Shot Doctor recalls it the next time a similar failure shows up, with your own hit-rate.
Step 1 · QC

CineQC finds what failed

Drop an AI-generated clip and CineQC scores it two ways. An automated pass covers temporal flicker, stutter, sharpness, and more, all in your browser. A broadcast scoring rubric that your eye drives covers what automation can't see: anatomy, morphing, physics, continuity. You get a defensible verdict of PASS, CONDITIONAL, or FAIL, with the specific frames and metrics that failed.

Hand-off → When a clip fails, click “Diagnose in Shot Doctor.” Its prompt and what failed carry straight into the next tool.

Open CineQC
Step 2 · Repair

Shot Doctor repairs it

Shot Doctor diagnoses the failure across twelve categories, then does three things. It rewrites the prompt the way your model likes it (Kling gets a negative-prompt line; Runway and Veo get natural direction). It routes the retry to the model best-suited to the failure. And if you have hit this before, it surfaces the fix that worked last time with your personal hit-rate. Text triage runs locally with no key; optional AI visual diagnosis uses your own key.

Hand-off → Click “Re-QC In CineQC” to send the repaired prompt back for verification, or “Save To Vault” to remember the fix.

Open Shot Doctor
Step 3 · Remember

DVP Vault remembers the fix

Vault is the memory layer. Save a QC record or a repair and it becomes searchable production knowledge. Over time, a recurring failure stops being a problem you re-solve and becomes one you look up. Shot Doctor's fix memory reads from the same well, so “you've hit this before” is answered from what actually worked.

Loop closes ↺ A remembered fix feeds the next diagnosis, and the repaired retry goes back through CineQC. QC, Repair, Remember, then QC again.

Open DVP Vault

How to use all three together

One clip, start to finish

  1. QC the clip. Drop your generated clip in CineQC. Read the verdict. If it passes, you're done. If it flags flicker, morphing, or a rubric failure, note what broke.
  2. Send it to diagnosis. Hit “Diagnose in Shot Doctor.” The prompt and failure carry over with no re-typing.
  3. Repair the prompt. Shot Doctor names the likely cause, rewrites the prompt for your model, and recommends the best-fit model for that failure. If you've solved this before, the fix that worked appears first.
  4. Re-QC the retry. Regenerate with the repaired prompt, then hit “Re-QC In CineQC” to verify the fix actually landed. Loop until it passes.
  5. Remember it. Save the fix to Vault. Next time a similar shot fails, Shot Doctor recalls it and tracks whether that repair keeps working, per model.
Start the loop in CineQC